RETAIN: An Interpretable Predictive Model for Healthcare using Reverse Time Attention Mechanism

19 August 2016

Jimeng Sun

Papers citing "RETAIN: An Interpretable Predictive Model for Healthcare using Reverse Time Attention Mechanism"

50 / 345 papers shown

Title
Diffusion-driven SpatioTemporal Graph KANsformer for Medical Examination Recommendation J. Li Yangtao Zhou Zhifu Zhao Qinglan Huang Jian Qi Xiao He Hua Chu Fu Li DiffM MedIm 55 0 0 12 May 2025
Combating the Bucket Effect:Multi-Knowledge Alignment for Medication Recommendation Xiang Li Haixu Ma Guanyong Wu Shi Mu C. Li Shunpan Liang 38 0 0 25 Apr 2025
PHEATPRUNER: Interpretable Data-centric Feature Selection for Multivariate Time Series Classification through Persistent Homology Anh-Duy Pham Olivier Basole Kashongwe Martin Atzmueller Tim Romer 36 0 0 25 Apr 2025
DeepSelective: Feature Gating and Representation Matching for Interpretable Clinical Prediction Ruochi Zhang Qian Yang Xiaoyang Wang Haoran Wu Qiong Zhou ... Yusi Fan J. Zhang Lan Huang Chang Liu Fengfeng Zhou OOD 26 1 0 15 Apr 2025
MedRep: Medical Concept Representation for General Electronic Health Record Foundation Models Junmo Kim Namkyeong Lee Jiwon Kim Kwangsoo Kim 29 0 0 11 Apr 2025
ChronoFormer: Time-Aware Transformer Architectures for Structured Clinical Event Modeling Yuanyun Zhang Shi Li 39 0 0 10 Apr 2025
On Vanishing Variance in Transformer Length Generalization Ruining Li Gabrijel Boduljak Jensen Zhou 38 0 0 03 Apr 2025
TRACE: Intra-visit Clinical Event Nowcasting via Effective Patient Trajectory Encoding Yuyang Liang Yankai Chen Yixiang Fang Laks V. S. Lakshmanan Chenhao Ma 52 0 0 29 Mar 2025
DynaGraph: Interpretable Multi-Label Prediction from EHRs via Dynamic Graph Learning and Contrastive Augmentation Munib Mesinovic Soheila Molaei Peter Watkinson Tingting Zhu AI4TS 36 0 0 28 Mar 2025
No Black Box Anymore: Demystifying Clinical Predictive Modeling with Temporal-Feature Cross Attention Mechanism Yubo Li Xinyu Yao R. Padman FAtt AI4TS 52 0 0 25 Mar 2025
Exploring Neural Ordinary Differential Equations as Interpretable Healthcare classifiers Shi Li AI4CE 57 0 0 05 Mar 2025
Patient Trajectory Prediction: Integrating Clinical Notes with Transformers Sifal Klioui Sana Sellami Youssef Trardi 71 0 0 25 Feb 2025
Self-Explaining Hypergraph Neural Networks for Diagnosis Prediction Leisheng Yu Yanxiao Cai Minxing Zhang Xia Hu FAtt 139 0 0 15 Feb 2025
Large Language Model Distilling Medication Recommendation Model Qidong Liu Xian Wu Xiangyu Zhao Yuanshao Zhu Zijian Zhang Feng Tian Yefeng Zheng LM&MA 85 16 0 28 Jan 2025
A Study of the Plausibility of Attention between RNN Encoders in Natural Language Inference Duc Hau Nguyen Duc Hau Nguyen Pascale Sébillot 47 5 0 23 Jan 2025
Unveiling Discrete Clues: Superior Healthcare Predictions for Rare Diseases Chuang Zhao Hui Tang Jiheng Zhang Xiaomeng Li 26 0 0 23 Jan 2025
Natural Language-Assisted Multi-modal Medication Recommendation Jie Tan Yu Rong Kangfei Zhao Tian Bian Tingyang Xu Junzhou Huang Hong Cheng H. Meng 51 1 0 13 Jan 2025
Learning Disease Progression Models That Capture Health Disparities Erica Chiang Divya Shanmugam Ashley N. Beecy Gabriel Sayer Nir Uriel Deborah Estrin N. Garg 70 0 0 20 Dec 2024
MPLite: Multi-Aspect Pretraining for Mining Clinical Health Records Eric Yang Pengfei Hu Xiaoxue Han Yue Ning 26 0 0 17 Nov 2024
Interpretable Predictive Models for Healthcare via Rational Logistic Regression Thiti Suttaket L Vivek Harsha Vardhan Stanley Kok OOD 25 0 0 05 Nov 2024
A Perspective for Adapting Generalist AI to Specialized Medical AI Applications and Their Challenges Z. Wang Hanyin Wang Benjamin P. Danek Ying Li Christina Mack Hoifung Poon Y. Wang Pranav Rajpurkar J. Sun LM&MA 35 1 0 28 Oct 2024
Reasoning-Enhanced Healthcare Predictions with Knowledge Graph Community Retrieval Pengcheng Jiang Cao Xiao Minhao Jiang Parminder Bhatia Taha A. Kass-Hout Jimeng Sun Jiawei Han RALM AI4MH 43 4 0 06 Oct 2024
ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent Collaboration Zixiang Wang Yinghao Zhu Huiya Zhao Xiaochen Zheng Tianlong Wang ... Yasha Wang Ewen M. Harrison Junyi Gao Liantao Ma Liantao Ma 48 1 0 03 Oct 2024
Treating Brain-inspired Memories as Priors for Diffusion Model to Forecast Multivariate Time Series Muyao Wang Wenchao Chen Zhibin Duan Bo Chen AI4TS DiffM 34 0 0 27 Sep 2024
Introducing the Large Medical Model: State of the art healthcare cost and risk prediction with transformers trained on patient event sequences Ricky Sahu Eric Marriott Ethan Siegel David Wagner Flore Uzan Troy Yang Asim Javed LM&MA AI4TS 18 0 0 19 Sep 2024
Towards Interpretable End-Stage Renal Disease (ESRD) Prediction: Utilizing Administrative Claims Data with Explainable AI Techniques Yubo Li Saba A. Al-Sayouri R. Padman 23 2 0 18 Sep 2024
Large Language Models in Drug Discovery and Development: From Disease Mechanisms to Clinical Trials Yizhen Zheng Huan Yee Koh M. Yang Li Li Lauren T. May Geoffrey I. Webb Shirui Pan George Church LM&MA 42 9 0 06 Sep 2024
Channel-wise Influence: Estimating Data Influence for Multivariate Time Series Muyao Wang Zeke Xie Bo Chen AI4TS TDI 47 0 0 27 Aug 2024
IntelliCare: Improving Healthcare Analysis with Variance-Controlled Patient-Level Knowledge from Large Language Models Zhihao Yu Yujie Jin Yongxin Xu Xu Chu Yasha Wang Junfeng Zhao 21 0 0 23 Aug 2024
Contrastive Learning on Medical Intents for Sequential Prescription Recommendation Arya Hadizadeh Moghaddam Mohsen Nayebi Kerdabadi Mei Liu Zijun Yao 35 3 0 13 Aug 2024
An Explainable Non-local Network for COVID-19 Diagnosis Jingfu Yang Peng Huang Jing Hu Shu Hu Siwei Lyu Xin Wang Jun Guo Xi Wu 34 1 0 08 Aug 2024
MiranDa: Mimicking the Learning Processes of Human Doctors to Achieve Causal Inference for Medication Recommendation Ziheng Wang Xinhe Li H. Momma Stefan Köpsell CML 33 0 0 23 Jul 2024
DITTO: A Visual Digital Twin for Interventions and Temporal Treatment Outcomes in Head and Neck Cancer A. Wentzel Serageldin Attia Xinhua Zhang G. Canahuate Clifton Fuller G. Marai 33 3 0 18 Jul 2024
MEDFuse: Multimodal EHR Data Fusion with Masked Lab-Test Modeling and Large Language Models T. M. Phan Cong-Tinh Dao Chenwei Wu Jian-Zhe Wang Shun Liu Jun-En Ding David Restrepo Feng Liu Fang-Ming Hung Wen-Chih Peng 26 1 0 17 Jul 2024
CohortNet: Empowering Cohort Discovery for Interpretable Healthcare Analytics Qingpeng Cai Kaiping Zheng H. V. Jagadish Beng Chin Ooi J. Yip AI4TS 22 1 0 20 Jun 2024
Synthesizing Multimodal Electronic Health Records via Predictive Diffusion Models Yuan Zhong Xiaochen Wang Jiaqi Wang Xiaokun Zhang Yaqing Wang Mengdi Huai Cao Xiao Fenglong Ma DiffM MedIm 24 2 0 20 Jun 2024
TACCO: Task-guided Co-clustering of Clinical Concepts and Patient Visits for Disease Subtyping based on EHR Data Ziyang Zhang Hejie Cui Ran Xu Yuzhang Xie Joyce C. Ho Carl Yang CML 27 2 0 14 Jun 2024
From Basic to Extra Features: Hypergraph Transformer Pretrain-then-Finetuning for Balanced Clinical Predictions on EHR Ran Xu Yiwen Lu Chang Liu Yong Chen Yan Sun Xiao Hu Joyce C. Ho Carl Yang 38 1 0 09 Jun 2024
Fairness-Optimized Synthetic EHR Generation for Arbitrary Downstream Predictive Tasks Mirza Farhan Bin Tarek Raphael Poulain Rahmatollah Beheshti SyDa 37 0 0 04 Jun 2024
Causal Contrastive Learning for Counterfactual Regression Over Time Mouad El Bouchattaoui Myriam Tami Benoit Lepetit P. Cournède CML AI4TS 38 2 0 01 Jun 2024
TimeX++: Learning Time-Series Explanations with Information Bottleneck Zichuan Liu Tianchun Wang Jimeng Shi Xu Zheng Zhuomin Chen Lei Song Wenqian Dong J. Obeysekera Farhad Shirani Dongsheng Luo AI4TS 24 7 0 15 May 2024
SMART: Towards Pre-trained Missing-Aware Model for Patient Health Status Prediction Zhihao Yu Xu Chu Yujie Jin Yasha Wang Junfeng Zhao 30 1 0 15 May 2024
Predictive Modeling with Temporal Graphical Representation on Electronic Health Records Jiayuan Chen Changchang Yin Yuanlong Wang Ping Zhang 32 2 0 07 May 2024
Interpretable Vital Sign Forecasting with Model Agnostic Attention Maps Yuwei Liu Chen Dan Anubhav Bhatti Bingjie Shen Divij Gupta Surajsinh Parmar San Lee 27 0 0 02 May 2024
Time-aware Heterogeneous Graph Transformer with Adaptive Attention Merging for Health Event Prediction Shibo Li Hengliang Cheng Weihua Li 20 0 0 23 Apr 2024
CausalMed: Causality-Based Personalized Medication Recommendation Centered on Patient health state Xiang Li Shunpan Liang Yu Lei Chen Li Yulei Hou Tengfei Ma AI4TS CML 26 3 0 18 Apr 2024
Interpretable Neural Temporal Point Processes for Modelling Electronic Health Records Bingqing Liu AI4TS 19 1 0 09 Apr 2024
Leave No Patient Behind: Enhancing Medication Recommendation for Rare Disease Patients Zihao Zhao Yi Jing Fuli Feng Jiancan Wu Chongming Gao Xiangnan He 24 9 0 26 Mar 2024
Automated Multi-Task Learning for Joint Disease Prediction on Electronic Health Records Suhan Cui Prasenjit Mitra 22 2 0 06 Mar 2024
Data augmentation method for modeling health records with applications to clopidogrel treatment failure detection Sunwoong Choi Samuel Kim 16 2 0 28 Feb 2024